{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 随机剪裁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1b5169cf908>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/0a1ae83cd2072ca9168b7a17ea138b00.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1b516a32438>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.transforms import Compose, RandomCrop\n",
    "from PIL import Image\n",
    "compose = Compose([RandomCrop(100, 100)])  # 剪裁大小为100*100\n",
    "image2 = compose(Image.fromarray(image))\n",
    "plt.imshow(image2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 随机左右翻转"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1b51693d470>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torchvision.transforms import Compose, RandomHorizontalFlip\n",
    "from PIL import Image\n",
    "compose = Compose([RandomHorizontalFlip()])  # 剪裁大小为100*100\n",
    "image2 = compose(Image.fromarray(image))\n",
    "plt.imshow(image2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
